{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# IPython：一种交互式计算和开发环境\n",
    "我的感受：这个就不是给程序员用的东西。"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## IPython 基础"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "a=5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "{0: 0.9364196652781506, 1: 0.6179664126727015, 2: 2.084508682291679, 3: 1.363312033969858, 4: 0.23785398687646786, 5: -1.1172593039518233, 6: -0.11115615351205262}\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from numpy.random import randn\n",
    "data={i:randn() for i in range(7)}\n",
    "data?\n",
    "print(data)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Tab 键自动完成"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "[1, 2, 3]\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "an_apple=27\n",
    "an_example=42\n",
    "b=[1,2,3]\n",
    "print(b)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "9999\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "import datetime\n",
    "print(datetime.MAXYEAR)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 内省"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [],
   "source": [
    "# 对象内省\n",
    "b?"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "def add_numbers(a,b):\n",
    "    \"\"\"\n",
    "    将两个数字加在一起\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    the_sum : 参数的类型\n",
    "    \"\"\"\n",
    "    return a+b"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [],
   "source": [
    "add_numbers?"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [],
   "source": [
    "add_numbers??"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [
    "np.*load*?"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### %run 命令"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "result = 1.4666666666666666\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "%run ipython_test.py"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 魔术命令 \n",
    "P58,表3-2：常用的IPython魔术命令"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "51.4 µs ± 2.08 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "a=np.random.randn(100,100)\n",
    "# %timeit 可以检查任意 Python 语句的执行时间\n",
    "%timeit np.dot(a,a )"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [],
   "source": [
    "%reset?"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 基于 Qt 的丰富的 GUI 控制台"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0xc67d860>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 35
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pylab as plt\n",
    "img=plt.imread(\"stinkbug.png\")\n",
    "plt.imshow(img)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0xe0ea668>]"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 37
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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QGKmUqgC+DTwJnK2UWo4xOv9aUq8yhfK9bvKyXNy8cCpXnjCer542sUfpiBZ/yKoYqfcFmFjaeT15MpTlZ/GbLxyb8LHRxdlsq2pmYmkemw42sdfWqKu2JUBNpMqltiU+vy6EGNp6HNC11j8Efpjgoav6fjn9z+lQfPzjc6KOdbSY6JJjRvPM+3ujjlU1tUUF9IGu7z56bBFvbq6izudnWK4nqpZ+Z7VRgjm6KJu9dT7W7q6La/wlhBi6MroOvTvOP7J9X8/DSnLjHv/Jf9ZZtzvaILo/XbdgEt8/dyo/+fRMygu81qYb0F7hsr/eGLXf+eL6AblGIURqSEDvwkOfb89TD4v0Xpl7eAlvfX8+AHWRjoetgRBtwXBUN8eBkOVy8vV5hzN5RD7lhdEBvTmSN7/rkiMBOHZ88YBcoxAiNSSg94DZdzysNWOKczhr+ggrSMa2sh0MRhR4OWhLuZgToScdXoLH6SAkXXaFSCsS0DsRu5rSbHZlrsAszHZbuwaZAX2gUy52w/OzqG72W7XoTZGUS16Wi5wsp9VXXQiRHqShRwfe/N58axXp7744h7wsF8NyjWBtjsoLvG721beyZnedtanEYBqhm+mf5rYQhTkO67pzs1zkelwJWwMIIYYuCegdGDusfbXoWdNHABAMhVk4q5xrTzP2BA1HyhsvemiFlWsfTAE9P1J909gWoDDHTZM/iMfpwONykOOREboQ6UYCeg+4nA4evrK9/rvNttXbbc99DEBxjifueQMlL7JHaVNbkMbWAIca2siNtAvO97qsNJEQIj1IDr0PvnvOFI4eZ9Rxmwt2hifoQT5QzE2nG1uDHPPTV/nXB3utmvnYCdOB0NVq1ea2IE+v3iN9Z4ToJgnofTAs18MtC9v3/yzJ9ZA1iLoYmo3H6lsCBEI66lhsSWN/W/zhfmbe/jJ/WLE9qvmZ3f2vbuJ//7GWpRsHpombEEONBPQ+Om7CMAoiI+HSvMEzOof2Efo/Vu+2jmVHJnrLI5tNm/3RO3OwodVqGZwsq3caG4r8+D/ruPbx1dY+qHaBSHXOlkPxjwkh4klAT4J5U4xmXmZ+erDIyzImaF/+pL1vu9llsbzQKMHsKu2yvaqZE372OhNveYHvPb02addmbsptqkvQW8b8gqxulr4zQnSHBPQkMCtbBtu2buakqF1zpLLFrKm/7dlPrNFyIvbR8d8r9iTt2mJ/GdQ2x/9SCEVy562BEA8v3cKKLVVJe38h0pEE9CQoyzdGkqlundtTOe74XwwzRxUCcMRwoyvk29uq+cyvV3b4Gk1tqamEaWgNRpV41iWouDF/TdS1+LnnpY1c+eg7KbkWIdLF4BpSDlEjIpUtzYOsrtth257O43Rw6wXT+PRRowEoyctiZKGX/ZGJ0WAojCvBF9Lmg6nJXze2BhhZ6LVKJ2NTLsFQmCfe3QXAnlpf3POFEPEG15ByiBpZmA3AwYa2Ab6Sjv3t2hP54kkTokbFZsklwMaDjQmft3ZPXUqup8FnBHRTa0xO/S+rdtIYaVWw2Zb2MSdntdb84tVNbOrguoXIRBLQk+C4CcMAWNCDnY76y5ofnsX6n5zLMePiOyv+6MIZ1o5N5z9gbKv3jb+u5nOPvG2dk6ovqcbWIMPz2wN67CSpfSLUvgDKDPJVTX4eeH0zZ9+/PCXXJ8RQJAE9CbI9Tj780dlRNemDRVGOxypVjDW8wMuf/+uEqGMvfHSAVdtqrPtVTdEBPXbT6e7aWd3Mrur2Ta0bWo12BI9Edl7y+aNf1+yNE7vpdk0kNWOvzqluGry/jIToTxLQk6TA68bpSLzT0WBWmN0+jRJb7VLfEqCuJcD18yfxtdON/jUtgd419Dr950s57edLACNYtwbCFHhdnD2jnNK8rLgRem2Ln5GFXm4444i44wCHGtsD+ltS/SIEIAE945m16gAf7IoO6Ms2Gys0TzmilLHDjHmCfyShdNEcXedH+stnexy0xQT0xtYgeVkuZo4ujDpuTp7ayxxf+jjxSlMhMo0E9AxXnNse0PfHtAIw2+1OKMklO1IC+dPn19FTbcH2YL1qWzWn3mOM1OdMMPL6XpczboTe1BYk3+viyJiA/r2nP+J3y7fRanvNFz8+IP1ehEACesbLcjn52zUnAvD06vbRdyisaYnUgWd7nFZv+N5o8LWXc37ukVXW7Skj8q3Xjw3oDa1B8rzuuHbEVU1tLHphvVWjbj9fiEwnAV1YQdNeTdLiD1qlhNluJ8MLvAmf2x2xJYkms+7d63bGBeim1gD5XldULb2d2br4ZxfPAqBW2gMIIQFdwOTISNmuxR+ixR/E6VC4nSrqHH+w+5UuWusua9mz3c64oF/T7Kco8kVTmO1m/pSyqMdbAyGUal/UVZugF4wQmUYCusDpUHx93uFRx2pb/Pj8YXLcTpRS5GW5rKAa24fltmc/5rk1ewH41RubueThFazeWcuqbdVU7Kzl+ic+6PT9s93RKZemtiC1LQFr16i1t5/NH758fNRzfP4QXpeTosiGIolaBwiRaSSgCwDGFudE3a9u8uMLBPHacuefOmoU0L64x/T4qp3c8Lc1ANz7yibe31XHZ369ks89sqrDnuv3Xz7buh2bQ98bWeo/qii7w+utbvbjdTusDpctsj+qEBLQhaEkL3rrvKqmNlr8oajJ0PxIiWODbYTe1UKjjnYlsqdwvG4nu2t8VqWK+Zz8mG6R3zlrsnX7Xx/spbYlQK7HOEf2RxVCArqIOHPaCM6YOpwvnDgegNv//QnPrdlnBUyAgkhO+1O/WsEdz6/j0Te3dVldkmgDjeeuO5kZo9rLEffVGSPy3725DcCqSffG7P70rTOO4P3bzoo6Zq6CbfHLCF0I6bYoACOP/vurjyMc1jz57i7qWoxAvKO62TqnwLaq9NG3tgNGky1Tol2NKhujl+WPKvQye2xR1LHqZuOcR5Zvxx8MW7nzRC0LimLKGNtH6BLQhZCALqI4HIqSPI/VlMseKAu87rjzH3hji3U7UVuA37253bq94qYF1nZ9dk1Ww6027n1lkxXwve74H5CxZYzmOW9sOBg3sStEpulxykUpdYFSaqlSarVS6o7IMadS6iGl1DKl1Eql1KzkX6roL8U57fl0c/MOMHY5mhWzctOuoYtKk9FF2dZyf7trT48OxHtrjSZesSkX0x0XzbRuK2UE+Pd21PLRnnre31VLKMn7nwoxVPQmh/4hcBZwPPBFpVQxcCng0lqfDtwK3Je8SxT9zWwyNvfwEv75tblRx//zzVM6fJ6ZC0/knkuP7PCxK44fx5dOGm/dr2oyasq9CXZcArjqxPF856zJ/PPrJwFYbQn+/PYOLnl4JY+9tT3h84RIdz0O6FrrXVrrAJAPtAJNwFxgsVJqDnADMKWj5yulrlFKVSilKiorK3t52SKVzLYoVxw/jnElOZ2fbGPfWcje9vayY8fw2TljO33u7RfO4J1bzmCUbdOL7A4COhgTpMeON/rQf/ijs1EKXl1vbIa93Zb3FyKTdBnQlVJ3RlIsS5VSUyLHcoEngG9EgrsCLgbOAS4DOvztrbV+RGs9R2s9p6ysrKPTxACqjPQXT7SCFODKE8YlPL6ntr3f+dG2ic/u9Il3OBQjCryU5LWneLIS5NATcTsd5Ge5rIncRLl+ITJBl5OiWuub7feVUqUYwXyR1npZ5HAFME9rvUgpdSKwIelXKvrNPZceyYOvb+bwstyEj99x0UzuuGgmT723m5ue+cg6vsW2Vdz1CyaxsLKZkjwPxbmeRC+TUF6W8Z+ky6HIcnX/B2RhjlsadImM15sqlz8ARwA/jkxIPQI8CZytlFqOMTr/WtKuUPS7+VOGM39Kx9vpmRORZnnh2GHZ7K7x8eyafQC8/j+nc3hZHqce0fNfYOZCpmBYW+/THXW2/ugNCWrfhcgEPQ7oWusLO3joqj5eixhi5kwo5uKjR/OluRO46KEV1vHYFZ49caixd9vJNdpWpHZVbSNEupKVoqLXslxO7r/8KGaPiS5l7EsOu6N2uV254MiR1u16CegiQ0lAF31mT408dvWcDssNu+OuS4wlDDNGFfToedfNn2Tdlly6yFSyUlQkVWe59+6YNrKAbT9bSA/S5wAMty2AWru7jnBY93q0L8RQJSN0kVQ9mcjsiMOhevw6JXlZXHv6ROv+qm3Vfb4OIYYaCegibdx83jTujKRsGlqD+INhfvHKxoQdH4VIR5JyEUnx7i1n0Bro/tZ0qXLKpFLAKF18dd1BHnhjC9XNfhZdLO2FRPqTEbpIiuEF3h61CUgVs8KmwRew2g/YFzwJYzOQ93bUDPRliBSQgC7SSl6kBr6hNWhta9fRrkmZ6ltPruGy37xNnWysnXYkoIu04nQYG1o3tQatPuttwYFPBQ0mK7dWAfF7w4qhT3LoIu1ke5ws3XSIx1YYbXT9EtCjmJuWSEBPPzJCF2knx+NkW2V7C11fgp2UBCzfXMl3/r6G5z/cN9CXIpJERugi7cT2Ua9t9qN1z5p9ZYK7XjSaoj7z/l4uOHLUAF+NSAYZoYu0E7thdDCsafBJeqEzSzce4ucvS9froU4Cukg7u2qMjTb+9JXjWXSxsf9oVXPvujimm22V0SWc5h6xV//hPR5ashWtZT/WoUwCukhbJxw2jLHFRm18TXNml+i1+INc/8T7LLhvWdTxI4bnRd0fDIvDRO9JQBdpZ0pk6zyv20lJnrFbUnVTZo/Ql2yo5PkP98cdnzE6uvWxtB4e2mRSVKSdZ74x16o9L8k1ujD+etk2zp05srOnZZTiHDe1LQGOGhsd0Ot8fsptG3WLoUUCukg7uVkuInGcYZH9TNfurhvAKxp41bY5hLdvXkBja5B3tlUzsjA76jyZPB7aJKCLtOZxOXA5FMFwZk/2VTUZcwhXnTiOkYXZjCyEySPy41IszdImYUiTHLpIe5cfN5aSyEg9UzX4AuR7XdxxUXTXSXNTblOzXwL6UCYBXaS9bLeT6mY/9768caAvZcDU+wIUZsfv9ep2RoeAv1fskdLFIUwCukh72ZFR6K+WbBngKxk4DR0E9FjLN1Wyfn9jP1yRSAXJoYu0FzsKzSTbq5o5UN9KvS9g9Yrvij8ktehDlQR0kfYONrQO9CUMmPn3LgVg8og8JpbmdX5yhEyMDl2ZO3QRGcM+Ql+zu47FCRbYpKNDje1fZNVN/i5TLjedNxXoOqBX7KjhL6t29v0CRdJJQBdp73/OnkxZfha5HicXPbSC6554n3pfoN+2pttW2cR//6mCDQca+uX9wFgZe/yi19vvN/txdPD/9s/OGcNXTj6Mc2eUA7BkY2Wnr33pb97m1mc/Ttq1iuSRgC7SXr7XzRXHjaXF1hf9tHuWcOYvlhHuh/r059bs47X1B3n1k4Mpfy/Tyq3VcccO1CdOPd1z6Wx+eOF0crKMyeMn393VrfcIZXht/2AkAV1khDyvC3s1nrmgJtXb02mt+eXrmwEI9ONkY22C/UJHF2cnOLOdfdK0o31YNx1sr4CRvi+DjwR0kRHMni6xWlK8kMb+hdEQ2fLtjyu281CKSyg/2Ruf3vnBwumdPsfrdvLdc6YAcKDel/CcvbXtx2//9yd9uEKRCj0O6Eqpzyul3lBKrVRK3Rc55lRKPaSUWhY5Pqur1xGiP5ldF2PFboaRbPbX/+PKHby67iA/+s86fp7iRU6bD0XXkg/L9Vj1+J05dnwxAAfqE3enrPO1j/xf+Gg/yzd1nm9/6eMDPBD5hSJSr8cBXWv9hNZ6AXAWcGHk8KWAS2t9OnArcF/yLlGIvivNSzxCb+3lfqN7alvwdePLIPYXwO/e3GbdbmxNXcqiriVAgdfFaZPLAAh0M7U0KtKsy9wkJFZtc/s1h8KaLz72Lh/vre/w9b72l9X84tVN3b1s0Ue9Srkopf4BbAd+Hzk0F1islJoD3ABM6eS51yilKpRSFZWVnX+7C5EsU8vzmTGqgLOmj4g63t0R+pubK/ntsq0A7KvzccrdS7inG1u2xX5h2L8EXknhJGmdL8CnjhrF/Z+dDUAg3L2APnZYNiW5HlbvrE38ui1+lIK5h5dYx9bt67p6R9oJ9I8uA7pS6k6l1NLInykAWuvLgHHA+UqpYwAFXAycA617L5UAABrcSURBVFwGdDj00Fo/orWeo7WeU1ZWlpQPIURXXE4Hi791Kr/74pyo450F9MrGNv7vtU0EQmFufGoNd764gR1VzazfbwSwVdtqunzf2NfP97rIchn/t9vfQZ66r8JhTV2Ln6JsDwWR2vOzppd367lKKUYWeRNOqgI0+0PkuJ0U25qddXSuneyE1D+6XCmqtb65g4fagBagFagA5mmtFymlTgRkt1kxJPgCHU+KPrx0C39YsYM3Nhyy2s/uq/Phi4y6XQ7V5eubAf2uS2Zx0zMf4XQoq9rlUGNqdlFq8gcJayjMduN2Olh504IO5xAS8bqcHaaifIEQ2R4XeZ720FHb0nXqqKE10K0cvuib3kyK/kQp9QbwKvC01nod8CTgUUotBxYBNyb3MoVIniX/O49HIyP1uk6CkVnG9+Ge9hxxdbPfCtKxddgt/iBPvLPLyo1vr2rmc4+sAmByeT4nThxGVZMf82mHGlIT0M20jllXPqoomyxX94Op1504oL+zrZrX1h0kx+O0Xhugthv7tUqJY//ocS8XrfUPExwLAFcl5YqESLHDSnOtnYzMzaPX7K7joodW8Ox1J3PU2CIAnAlG4PbNpsMxeeFfvr6Z3y7bxvr9DRw7vjgqiB1emke228na3e1fDval+clkBvRsd+9GxF63g5rm+BTJ5ZEvpykj8vHbJlmrmtpYvqnSmoBNpEECer+QOnSRkQq8LpwOZeV/X/jI6O/yvafX8uP/fEIgFE6YX69t8VspF3uNeTis+c+afQA8vmon335qDa+sO2A9XpjjJtvjtJ47uiibQ41tHGxo5RevbEzaitW3Nlfx2+XG5G1vA3qW20lrsOO5Ba/bEfVl9fqGQ3zxsXd5d3vHcwoyQu8f0m1RZCSlFMU5HtbsruP7T39oBbBNB5vYdLCJCSW5CZtUNbUGrZTJ9qpm9tb5GF2Uzd46H/tiltav2GIsv//snDGAkZs2zRhVwNKNlXzzyQ94d3sN584cyfRRBX36TE+v3sP//mOtdd/by5y11+WkrZNJzLV76inKMX7heN0Oa8KzLmZy1F7Z0pDCEk3RTkboImMNy3WzYks1T1Xs5rnI6Nq0r94XFYSe/+YplOVn0ewP4rPVlr8XGZWaE5xuZ3ya5u7PHAlEB9iJZXn4Q2HW7DI2r+5scra7XvnkQNT9nD6kXNo6GaED/PDC6Vw4exQLZ420jsX2nbf/gqnvxsSp6DsJ6CJjFed0XPnx22XbooL8zNGF5Ge5aGwN0uIPke81ftzuqTUW4FRG8uHXzZ/EqEIv154+EYAff2oGShlBvtRW6jexNBdo30yitjnAI8u38vTqPb3+PCUxi6e8vQ7ozrgyQzNnfuz4Yp75xlwOL8vjwSuOZkSB1zonNkVlv2+2PRCpJSkXkbGGdXPj6IWzjBruPK+LprYgHpeDwmw3wZC2csN7Ij1OrjpxPN8+czIAN5071QrmABfMHsUDbxg9XGIbZdW0+PnZC0a17wmHDWPssJwef57Yhlq9XQWb43HS4g+yrbKJkYXZZEfuA5w/ayTHjCu2zh1m+1KMTVHZ70sOvX/ICF1krOJuBPRTJpXy8JXHApDrcbH5YBPPvL+XPbU+8r0uNhwweqas2V3H6KLsqBYD9mAOUJTT3s0w9sukqqm9hLG39elNMXnq2ZFqnZ4aWZhNWMOC+5bxnb+vAbAmc3Ni8vL2z9RoC+DhsI4aoUtA7x8yQhcZa0S+N+Hx4hy3tVhG0z6xNyzXw9vb2vuMH2ps41BjG+/vquWNDYeYP2V4p+9nT/EUxOweZK9J76h1bVcabWmNySPyep1yGTus/dfDezuMOQIzOMcuDrJ/JnNS1OcPMf32l6LaFWfyNoD9SUboImOVFxqj6Ymlubz5vfnW8UCoPRI5bKPs8sLEXwCXPLySFn+IkyeVdvp+bqeD2WMK+eqph8VtB2fffOKZ9/f0qq1vU1uQI4Yb+4bur+t9AB1nS/eYvzg6qm2fUNp+7t46I+20q6aF2NYtb26u6vUXleg+CegiY40qMkairYEQY4flkONx4lBYFR7TRhbwg/OnWeePjAnov/r80VH3L5g9kq48d/0p/OD86eTGjHQP2hYZPbdmH3csXt+zD4MxQp81ppBzZozg/z53VI+fbzL/XgCOHFMI2FMu0T/qJw3P579OOQww2iIA7K2L7tRors+q9wV46eP91kSySD4J6CJjTRtp1H2bue73fnAmq245g3Mie2v++/qTmVreXhs+Lmai8qiYHLV9x5+uxObXP4iUL5q2HOz5fqeNrQEKvG5++4U5nDFtRNdP6IDb6eDUI4xfG2Z1S3vKJT5k3HbBdD591ChrhP7hnnrsH+/75xqbT/v8Qb72l/e58MG3en1tonMS0EXGKs3L4tbzp/H7q42+LrlZLobne7n3stmsuGlBXF31nAnDrNt5kXNNtyyc2uP3P2Zcx5OWlU09mxjVWtPUFiQvKznTYo//1wlMHpFn1ZK3p1wSv/6oomz217USCms+2lPPlBH51mNm2ub+14yNLrrTzEv0jgR0kdH++9SJUaNwMOqwRxfF7785LNfD1+cdDsDy783H43JYI9FsT88D6czRhR0+tr2qudubNYNRNhnWxpdSsmTZui6ai6zM+vtY5QVegmFNbYuf6mY/Zfnt1T7mfMHiD/dbxxKtwhV9JwFdiB743jlT2H7nQqvscFKZMQnZm74p5ipLez591c1n8FjkF8PNz3zU7de65V/GuaOKEk/c9oaxYtRc+GRUsHRUu29Wv7QGQtQ0+xmW6+HVG0/j55cembDaxiz3FMklAV2IHlBKReW/zT04fb1YxHPixBJ23HU+S747zzpWlp/FSRM7r5ZJZMuhJqaMyOeCI0f1+LkdyXI5Wbm1mgk3LeZQYxselyOuDr39XCOUNLYG2VXTQnGOhyNG5HPZnLFkuePDzLbKns8RiK5JQBeiDyZElvC39XJVJsDwfC83nHEEhdlunA5FtsfJCYcZ+frYnuuJVDa2sb++lYuOHp2w5W9v2UfWu2taKMn1xE3mxp573i/fBKJLPD3O+DCTqs09Mp0EdCH64MsnT+B/zprMlSeM79Pr3HjWZNbefrZ1f8FUY5FSd0b+Ztta+z6fyeBxtQfvPbW+TnvfmCN0kz2NZB+hP//NU/C4HNJ9MUUkoAvRB1kuJ98844ikb69mpja6s8BoayR9MdlWWZIM9pWnWyqbOt3GLjZPfr4t9WPfLWnm6EIKs900+GRSNBUkoAsxCJlVMyu2VHV57s7qFsoLvEn/UrF/QfiD4W6P0G89f1rU5Gns6L3A66LBF8AfDCdtYw9hkIAuxCBkjtBvfGptF2caPVR6sgl0d33v3CncGOkcCZ13p7SP0GP71NhLGMEoY6xubmPyrS9Gbcgh+k4CuhCD0MSyXOt2V21w63yBqK6HyZLlcjJrTHuNfmcB3b6xR35MLXzsAq0jxxSxapuR93/mg73JuNQh5fkP9/HGhoMpeW0J6EIMQlPLC6wl81u7KPGra/FTlJ38ETrAUWPbe593tKgI2tseTBmRz/yp8V0n//jl4/jn108C4LyZ5Um+yqGjNRDi+ic+4Ct/rEjJ60tAF2KQMitdthxKHNCfem8Xh9/yAlsrmylMwQgdjFH5V042mm/5gx3vMzq8wMvqW8/kpW+fmnAh0bwpwzl2vFGKeZjt10emqephS4eekoAuxCB1WGkuLodiYwerKr//z4+sOvWi7NQEdIDjIzXxXVXRlORldVinbmdvHZyoRj2dpXqjD9ngQohByuNyMGl4Huv3N7B+fwMHGlo73EQjFTl007kzy1n23XmML0nOyNpexpgJAqEwR/zgRQCe+OoJKX0vCehCDGJTy/N5ds0+lmysBGDHXecnPC9VOXRTsoJ5LH8oTDAUxtWLkXowFMbpUN36VTCQ7L+wKlO8Qjazfu8IMcTYW/aC0SY3kVTl0FPlvJnlVmVMb/rg1LX4mfSDF3lsxY4kX1nyBW219jf8bU1K30sCuhCD2JUnjIva49PciDl2gnJqeXJXiabar686lh9eMB2AZ9fs6/HzD0b2YP3rOzuTel3J5g+Grb1W+4MEdCEGMaUUowrbA3pNkxEc7PtzTijJSVlKJJXM9MNtz37c4+eaLREG+0rTBfct5eo/vJfwsVRcuwR0IQY5+5L+6khf8sZIc6sfXTidl7592oBcV1+Ni3wJFfciXVQXqRYJac2e2hZrR6WBtrumhYodxqKpQCjMnlpfwvNGFnqtXvPJ1KuArpTKU0ptUUr9MXLfqZR6SCm1TCm1Uik1K6lXKYQAoMYK6MYIdWRRdsK676HgM8eMZkxxdq9+XTREAno4DKfcvYRLfr0y2ZfXK6fes4RLf/M20HmJ4ts3n5H03jvQ+xH6XcDTtvuXAi6t9enArcB9fb0wIYRhaaTCBeCrf66gLRiyAnpnqzcHO6UUJ00s4UB9a4+fawZLc2Pq9fsbutU7vj/Vxeyd+sAVRzO6KDtuc/Fk6nFAV0qdDniAl2yH5wKLlVJzgBuAKZ08/xqlVIVSqqKysrKj04QQHTjU0GalXPKzhlZ1S6yRhV4ONLTy0scHgK771phigyXAL1/blPBcrTUPLdnCocaef3H0hX0y9H/PnsynZo9ixU0LePa6k1P2nl0GdKXUnUqppZE/s4EfA9+NPQ24GDgHuAzo8LeG1voRrfUcrfWcsrKyPly6EJnh/Mjeo6a2YIjaSLAoTOEK0f4wvMDY2ehrf1nNo29uY+ptL7G7pqXL5yVKZzxv24TabltVMz9/eSPXPr66bxfbA1pra+L6n18/iesXHNEv79vl7zWt9c3mbaXUmcAw4DmgCChXSt0JVADztNaLlFInAhtSdL1CZJz7Lz+Kn108i1Xbq7n28dW0+EOs399IjsfJ6OLsrl9gELP3WL/vFWOEvbWyibHDcjp9XqIR+jHji6PutwZCVDW1WSWeH+yq6+vldioYap/kDIS0NenZnytje5Ry0Vq/prU+Ums9D/g28FIk4D8JeJRSy4FFwI1Jv1IhMpTH5aAwx01epC1tiz/E7poWJpTkJnUP0YFg/4VhLjBSSvHu9hom3LSYdfsauPfljdQ2R9dy1/sCcbX3sfXeDy/dyil3L+GtzV1vEpIMNbZrbAuGrPRRf05a93pGRWu9FFgauR0ArkrOJQkhEjGrInz+EE1tQfKG8ISoKVHKyKFg2aZDACx8wNh0esOBRh790hzrnHqfP6p/zcTSXF5bf4gv/+FdHrv6OJRS7KpuBuCpit0ApLpDwC3/+si6/dhbO7g/ktOP3bEplaQOXYghwtzF6Nk1e1m9szZuI4mhKFFTMa2hNC96l6NP9tVH3a/3BaL61/z0opkALNlYSUOkAigUKXox2w87IhH98bd3cKgh+ROkr60/ZN2+3zZB258jdAnoQgwRuZF9Rp9bs49gWJObBgG9vNAbd6wtGKa5LRh3zK6uJUBhtpsrjh+H26k4eVIpD15xNIBVBtkS8xoOBTf87QNue+4Tvvrn5G4wEQiFUQpGF8XPaXjdMkIXQsQojtkCLh1SLm6ng/sum015QXtgt9fZW8diyhnrI9vu/ezimWy64zzAKIEE2F9v1KY3+6NfIxDSPBfpG7N2T/SIv7cONrRy8cMr+HBPHVrD5BF5cecM2klRIcTAyYsZkeemYKXhQPjMsWP49zfba7PbAmErbWJq9of4eG896/c30BoI0RYMU5DtRqn29rnmaN8coTe3dV7T3t2a9848+e4uPthVx2d+bawOPW1yfCm2fb/VVJOALsQQlU4bRWTb8sytwRCNrQEmlORw1YnjrOMXPPgW5/3yTd7YYOSqY/PvIwq8KAX7IwG9ztd5l8Nk9H+JndQ99Yj4gN6f/dqH/m82ITLIgqnDrYCWk5WmAT0QprE1SGG2mzsumkVZnjdqknH5JmOFeWwwdTsdlOVlcaC+le1VzeyuSdwYy5SM5lixG3OMKvKy+Fun0BoIEQhp3tlW0+f36AkZoQsxhNx72WxGFnqZWp7PlcePH+jLSRp7YGxuC9LYGiDfawTsguzocefWSqNqJVHJ48hCL09V7Gb+vUsBOHdGOQA//tQMPDHlg23Bvo/QK2OqZXI8LmaMKuTY8cM4cWIJN5zZPytETRLQhRhChuV6ePvmM3jp26cNuV2KuvLv6408er0vQGNr0ArkV50Y/cX13o5awEixxIqtmvnhhdN57rqT+dLcCWy64zy237mQW8+fBiRnhP7AG1v6/BrJJCkXIcSgcOSYIkYVeqlrCdDQGrAaj7mdDrxuB62B9gA8pjibI4bHV5SU5UfXr5cXeBllKyVUSjEh0q63LdD7gL6jqpkzfrHMuv/wlccQ7mB7wP4kAV0IMWgU5nioa/FT0+yPKtN0O42APizXQ02zn9FF2QknG2Nr8x0JWiOYC31a+5ByeXXdQatd79VzJ7AwpoHaQJGUixBi0CjwuthZ00IgpCkvaB9t/+aqYzlieB7HTTAacJXGjMRN3Vk9mxVZ6NOXEbp94+ebzpva69dJNgnoQohBI8vttNrn2nPkJ08q5dXvnG6lT4o6aBtsjtCnjyxg9a1nJn6PyORoXyZFfbZFS4NpxygJ6EKIQSPL5bAmK2NXxgJcecI4RhZ6+fwJ4+Ieg/Z+N+NLcijJSzyKN+v3n/lgb683am6J1LC/eMOpvXp+qkhAF0IMGvbOhAXe+FH4pOH5vH3zGcwYVZjw+eYm2hPLOt6n1Az6iz/czxPv7urVdTb7Q5TmZTFtZEGvnp8qMikqhBg07LXivdkv9fI5Y9le2czXTj+8w3Psr9vbros+f9D6YhhMZIQuhBg07O0MCnqxvV5JXhY/v2y2tSgpEXtPnAfe2MLLnxzo8fu0+EMS0IUQojP2lEtsM7JkiV2u/52n1vT4NZragr36BZFqEtCFEIOGGdCPGlvUb9vrxQb47miwtSYYTCSgCyEGDTOgzx6TeNIzWextbut9AR59cxt3vrAe3Y3Vng+8vpmP9zak7BdEX0hAF0IMHpHVn4kabyXTn79yPH/88nHW/TsWr+e3y7dx2M0vxG1IHesXrxqdH7dXNaf0GntDAroQYtAwkyxFOfE16Mk2b8pwZo8tiju+o7rzQG2WRLbE7Ig0GAy+3wxCiIz1lVMOo7ktyHmzyvvl/f5x7Ulc/8T7hLVmRIGXv76zi9qWxCP0cFjzx5U7rB4uD195bL9cY09IQBdCDBqF2W5uvWB6v72fx+XgkS/OAWB3TQt/fWcXVU2JA/raPXX85Pl1AHxq9iimlOf323V2l6RchBACo/Wuy6HY0UFu3NzaDlKf4+8tCehCCIHRZGv6qALW7qlj5dYqtNZorXnm/T20BUNsPdRknXtUgtz7YCApFyGEiCgv8PLKuoOs2FLNFceP5ZRJZXzn72vZW+vjw7311nmTEmyuMRhIQBdCiIiSvPbqmiff3c2T7+4GjFr1V9cdtB7rqB/7QJOUixBCRAxL0LIX4LEV26Pul3Rw3kCTgC6EEBGTRySuXLG3Tb98zthBtamFXY8DulLqR0qpDUqppUqp5yLHnEqph5RSy5RSK5VSs5J/qUIIkVrnzex8b9AxxdncfemR/XQ1PdfbEfpdWut5WutPR+5fCri01qcDtwL3JeXqhBCiH5n92Ity3MwZXxz3eDdavQyo3gT0OuB6pdSbSqlvRY7NBRYrpeYANwBTOnqyUuoapVSFUqqisrKyF28vhBCp89b35/PG/8yL2gjatOjimQNwRd3XZUBXSt0ZSa8sVUpN0Vr/n9Z6DnAWcJVSagpGC4aLgXOAy4BAR6+ntX5Eaz1Haz2nrKyso9OEEGJAjCnOYViuh2A4HHW8NM/DvCnDB+iquqfLskWt9c0dPGRumd0IVADztNaLlFInAhuSdH1CCDEgjh1XzMd7G6z7795y5gBeTff0ZlL0JqXUEuAV4F6t9T7gScCjlFoOLAJuTO5lCiFE//rB+dNZ/K1TrPuOftpwoy96vLBIa30XcFfMsQBwVbIuSgghBprH5WDGqNRutJFsslJUCCE6cfdnZnFY6eBc6h9LAroQQnTi8uPGDfQldJusFBVCiDQhAV0IIdKEBHQhhEgTEtCFECJNSEAXQog0IQFdCCHShAR0IYRIExLQhRAiTSg9gA1+lVKVwM5ePr0UqEri5QwF8pkzg3zmzNCXzzxeax3XrnZAA3pfKKUqIm18M4Z85swgnzkzpOIzS8pFCCHShAR0IYRIE0M5oD8y0BcwAOQzZwb5zJkh6Z95yObQhRBCRBvKI3QhhBA2EtCFECJNSEAXQog0MeQCulLKqZR6SCm1TCm1Uik1a6CvKVmUUjlKqb8opZYopd5RSk1RSh2vlFqulHpbKXVv5Ly0+ztQSn1TKRVUSk3IhM8c+YwvKqXeUEr9V7p/ZqWUVyn198jn+FApdUk6fubI57xeKbVDKXV15Fi3P2eic3tEaz2k/gCXA7+N3F4AvDLQ15Tkz3d45H+vAX4JrAXGRY4tB+am298BMAF4OfL5JqT7ZwbygbeBMtuxdP/MpwOPR27PAf6djp8ZGA98FVgEXN3Tf9tE5/bk/YfcCB3jL2OxUmoOcAMwZYCvJ6m01lsjN0cBNUAI2K+UuhvwAMeRRn8HSikFPAh8EwgDxaT5ZwZOxfhcf1JKvamU+hLp/5lXAXlKqUeBO4Afk4afWWu9U2v9OyAAoJTq9n/PnZzbbUNxk2gFXAxsAS4D1g3s5SSfUuoi4GiMUfrlwK+A3wB7MNJk6fR3cA2wRGu9yYjtKMBLen/mAqBCa32tUqoMeBfwkf6fORd4EWOwci7p/+8MPfvvuaNzu20ojtArAK21XgQcA2wY4OtJKqXUVzD+gS/TWh/E+Ja+E1gDLARWkl5/BxcCFymllgJHAQ8D00jvz7wZ46c5gB9oJv3/nT8FfKi1fgTjS/wy0v8zo7WuoZufs5Nzu20ojtCfBM5WSi3H+FnztQG+nqSJ/Pz6HbACeEUp5cf4j/8fQCvwqtb6PaXUGtLk70BrfYF5OxLUrwYmkt6febVSaqNSaiXGZ7kB0KTxZwZeAK6M/Bu7gJ8CtaTZZ1ZKjQGexfgV0qaUWkDP/j8cd26P3j+SfBdCCDHEDcWUixBCiAQkoAshRJqQgC6EEGlCAroQQqQJCehCCJEmJKALIUSakIAuhBBp4v8BoVRFe82uGt0AAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(randn(1000).cumsum())"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 高级 IPython 功能"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 个性化和配置 \n",
    "在~/.config/ipython/目录（UNIX）或者 %HOME%/.ipython/目录（Windows）中可以找到\n",
    "ipython_config.py文件进行配置。"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pycharm-51a0a3f3",
   "language": "python",
   "display_name": "PyCharm (pydata-book)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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